CN108880383B - Discretization design method for proportional resonant controller of permanent magnet motor - Google Patents
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Abstract
本发明公开了一种永磁电机比例谐振控制器离散化设计方法,包括以下步骤:考虑到数字控制系统中存在的采样和PWM的零阶保持特性,将电机电流环的连续模型离散化,得到离散模型;在同步采样方式下,控制器的输出存在一个采样周期的延时,为了将一个采样周期的延时包含在离散模型中,扩张状态空间表达式,得到电流控制系统开环模型;引入积分器消除稳态误差,结合状态反馈控制结构推导出电流控制系统闭环模型;确定电流控制闭环系统期望的零极点,利用直接零极点配置法进行电流控制器参数整定,根据参数整定方法确定电流控制器参数在线计算方法,以满足电流控制器参数在线计算的需求。本发明提高了电机电流环控制系统的稳定性和控制精度。
The invention discloses a discretization design method for a proportional resonance controller of a permanent magnet motor. Discrete model; in the synchronous sampling mode, the output of the controller has a delay of one sampling period. In order to include the delay of one sampling period in the discrete model, the state space expression is expanded to obtain the open-loop model of the current control system; The integrator eliminates the steady-state error, and deduces the closed-loop model of the current control system combined with the state feedback control structure; determines the desired zero-pole point of the current-control closed-loop system, uses the direct zero-pole configuration method to set the current controller parameters, and determines the current control system according to the parameter setting method. The online calculation method of controller parameters is used to meet the needs of online calculation of current controller parameters. The invention improves the stability and control precision of the motor current loop control system.
Description
技术领域technical field
本发明涉及电气传动领域,尤其涉及永磁电机数字控制系统中的比例谐振控制器的离散化设计方法。The invention relates to the field of electrical transmission, in particular to a discrete design method of a proportional resonance controller in a permanent magnet motor digital control system.
背景技术Background technique
电流闭环控制是电机控制系统的一个基础环节,电流环的动态响应和控制精度直接影响了电机控制系统的整体性能。在磁链定向控制方式下,永磁电机控制系统的电流环通常采用基于坐标变换的控制方案。此时,控制系统的计算负担较重,控制结构相对复杂,特别是在需要抑制谐波的应用场合下。因此,为了减少计算负担,一些学者提出了在静止坐标系下采用比例谐振控制器的控制方案。The current closed-loop control is a basic link of the motor control system. The dynamic response and control accuracy of the current loop directly affect the overall performance of the motor control system. In the flux-oriented control mode, the current loop of the permanent magnet motor control system usually adopts a control scheme based on coordinate transformation. At this time, the computational burden of the control system is heavy, and the control structure is relatively complex, especially in applications that need to suppress harmonics. Therefore, in order to reduce the computational burden, some scholars have proposed a control scheme using a proportional resonant controller in a stationary coordinate system.
比例谐振控制器可以同时跟踪指定频率的正序和负序交流信号,并且稳态无误差。因此,比例谐振控制器被广泛地应用在并网逆变器、有源电力滤波器和电机驱动系统等场合[1-3]。比例谐振控制器的设计方法通常采用连续设计方法。The proportional resonant controller can simultaneously track both positive and negative sequence AC signals at a specified frequency with no error in steady state. Therefore, proportional resonant controllers are widely used in grid-connected inverters, active power filters and motor drive systems [1-3] . The design method of proportional resonant controller usually adopts the continuous design method.
连续设计方法通常基于传递函数设计控制器,再通过离散化方法得到数字控制器。这种方法将数字控制系统中控制器的输出延时取为1个采样周期,将脉宽调制环节的零阶保持特性等效为0.5倍采样周期的延时[4]。这种等效方法无法准确反映数字控制系统的离散特性,在开关频率较低时难以保证控制系统的稳定性。The continuous design method usually designs the controller based on the transfer function, and then obtains the digital controller through the discretization method. In this method, the output delay of the controller in the digital control system is taken as one sampling period, and the zero-order hold characteristic of the PWM link is equivalent to the delay of 0.5 times the sampling period [4] . This equivalent method cannot accurately reflect the discrete characteristics of the digital control system, and it is difficult to ensure the stability of the control system when the switching frequency is low.
在实际应用中,离散化方法的选择很大程度上影响了控制性能。并且,不同的离散化方法对控制器性能的影响体现在不同的方面,增加了控制器的设计难度[5]。所以,比例谐振控制器的连续设计方法难以保证控制系统的稳定性和控制精度。In practical applications, the choice of discretization method greatly affects the control performance. Moreover, the influence of different discretization methods on controller performance is reflected in different aspects, which increases the difficulty of controller design [5] . Therefore, the continuous design method of proportional resonance controller is difficult to ensure the stability and control accuracy of the control system.
参考文献references
[1]Timbus A,Liserre M,Teodorescu R,et al.Evaluation of CurrentControllers for Distributed Power Generation Systems[J].IEEE Transactions onPower Electronics,2009,24(3):654-664.[1]Timbus A,Liserre M,Teodorescu R,et al.Evaluation of CurrentControllers for Distributed Power Generation Systems[J].IEEE Transactions onPower Electronics,2009,24(3):654-664.
[2]Yuan X,Merk W,Stemmler H,et al.Stationary-frame generalizedintegrators for current control of active power filters with zero steady-state error for current harmonics of concern under unbalanced and distortedoperating conditions[J].IEEE Transactions on Industry Applications,2002,38(2):523-532.[2] Yuan X, Merk W, Stemmler H, et al. Stationary-frame generalized integrators for current control of active power filters with zero steady-state error for current harmonics of concern under unbalanced and distortedoperating conditions[J].IEEE Transactions on Industry Applications, 2002, 38(2): 523-532.
[3]Chou M C,Liaw C M.Development of Robust Current 2-DOF Controllersfor a Permanent Magnet Synchronous Motor Drive With Reaction Wheel Load[J].IEEE Transactions on Power Electronics,2009,24(5):1304-1320.[3]Chou M C,Liaw C M.Development of Robust Current 2-DOF Controllers for a Permanent Magnet Synchronous Motor Drive With Reaction Wheel Load[J].IEEE Transactions on Power Electronics,2009,24(5):1304-1320.
[4]Holmes D G,Lipo T A,Mcgrath B P,et al.Optimized Design ofStationary Frame Three Phase AC Current Regulators[J].IEEE Transactions onPower Electronics,2009,24(11):2417-2426.[4]Holmes D G, Lipo T A, Mcgrath B P, et al.Optimized Design of Stationary Frame Three Phase AC Current Regulators[J].IEEE Transactions onPower Electronics,2009,24(11):2417-2426.
[5]Yepes A G,Freijedo F D,Doval-Gandoy J,et al.Effects ofDiscretization Methods on the Performance of ResonantControllers[J].IEEETransactions on Power Electronics,2010,25(7):1692-1712.[5] Yepes A G, Freijedo F D, Doval-Gandoy J, et al. Effects of Discretization Methods on the Performance of ResonantControllers [J]. IEEE Transactions on Power Electronics, 2010, 25(7): 1692-1712.
发明内容SUMMARY OF THE INVENTION
本发明提供了一种永磁电机比例谐振控制器离散化设计方法,本发明考虑了数字控制系统中存在的采样、延时和PWM的零阶保持特性,本发明利用直接极点配置法对电流控制器进行参数整定,提高了电机电流环控制系统的稳定性和控制精度。详见下文描述:The invention provides a discrete design method for a proportional resonance controller of a permanent magnet motor. The invention takes into account the sampling, delay and zero-order hold characteristics of PWM existing in a digital control system. The invention uses a direct pole configuration method to control the current. The parameter setting of the controller improves the stability and control accuracy of the motor current loop control system. See the description below for details:
一种永磁电机比例谐振控制器离散化设计方法,所述方法包括以下步骤:A discretized design method for a proportional resonance controller of a permanent magnet motor, the method comprises the following steps:
考虑到数字控制系统中存在的采样和PWM的零阶保持特性,将电机电流环的连续模型离散化,得到离散模型;Considering the sampling and zero-order hold characteristics of PWM in the digital control system, the continuous model of the motor current loop is discretized, and the discrete model is obtained;
在同步采样方式下,控制器的输出存在一个采样周期的延时,为了将一个采样周期的延时包含在离散模型中,扩张状态空间表达式,得到电流控制系统开环模型;In the synchronous sampling mode, the output of the controller has a delay of one sampling period. In order to include the delay of one sampling period in the discrete model, the state space expression is expanded to obtain the open-loop model of the current control system;
引入积分器消除稳态误差,结合状态反馈控制结构推导出电流控制系统闭环模型;An integrator is introduced to eliminate the steady-state error, and the closed-loop model of the current control system is derived by combining the state feedback control structure;
确定电流控制闭环系统期望的零极点,利用直接零极点配置法进行电流控制器参数整定,根据参数整定方法确定电流控制器参数在线计算方法,以满足电流控制器参数在线计算的需求。Determine the expected zero and pole of the current control closed-loop system, use the direct zero-pole configuration method to set the current controller parameters, and determine the online calculation method of the current controller parameters according to the parameter setting method to meet the needs of the online calculation of the current controller parameters.
进一步地,所述方法还包括:建立永磁电机电流环的连续模型。Further, the method further includes: establishing a continuous model of the current loop of the permanent magnet motor.
其中,所述引入积分器消除稳态误差,结合状态反馈控制结构推导出电流控制系统闭环模型具体为:Wherein, the introduction of the integrator to eliminate the steady-state error, combined with the state feedback control structure to deduce the closed-loop model of the current control system is as follows:
在状态反馈控制中加入包含积分器的反馈通道,积分的引入增加了两个积分状态,获取对应的差分方程;A feedback channel including an integrator is added to the state feedback control, and the introduction of the integral adds two integral states to obtain the corresponding difference equation;
将积分状态加入差分方程中,得到扩张状态后的表达式;Add the integral state to the difference equation to get the expression after the expansion state;
由状态反馈控制结构获取控制律,进而推导出电流控制系统闭环模型。The control law is obtained from the state feedback control structure, and then the closed-loop model of the current control system is derived.
进一步地,所述对应的差分方程为:Further, the corresponding difference equation is:
xI1(k+1)=xI2(k)x I1 (k+1)=x I2 (k)
xI2(k+1)=-xI1(k)+2cos(ω0Ts)xI2(k)+Hdxd(k)-iref(k)x I2 (k+1)=-x I1 (k)+2cos(ω 0 T s )x I2 (k)+H d x d (k)-i ref (k)
其中,iref(k)为给定电流采样值;ω0为给定电流的角频率。Among them, i ref (k) is the sampling value of the given current; ω 0 is the angular frequency of the given current.
具体实现时,所述扩张状态后的表达式具体为:During specific implementation, the expression after the expanded state is specifically:
其中,xa(k)是扩张后的状态变量矩阵、Φa、Γca、Γra以及Γea均用于表示扩张后的参数矩阵。Among them, x a (k) is the expanded state variable matrix, and Φ a , Γ ca , Γ ra and Γ ea are used to represent the expanded parameter matrix.
进一步地,所述控制律为:Further, the control law is:
其中,Ka用于表示扩张状态后的状态反馈增益矩阵;KNx为给定前馈增益。Among them, Ka is used to represent the state feedback gain matrix after the expanded state; KN x is the given feedforward gain.
进一步地,所述电流控制系统闭环模型为:Further, the closed-loop model of the current control system is:
xa(k+1)=(Φa-ΓcaKa)xa(k)+(Γra+ΓcaKNx)iref(k)+Γeaue(k)x a (k+1)=(Φ a -Γ ca K a )x a (k)+(Γ ra +Γ ca KN x )i ref (k)+Γ ea u e (k)
i(k)=Haxa(k)i(k)=H a x a (k)
式中,输出矩阵Ha=[1 0 0 0]。In the formula, the output matrix H a =[1 0 0 0].
所述利用直接零极点配置法进行电流控制器参数整定具体为:The specific parameter setting of the current controller using the direct zero-pole configuration method is as follows:
电流控制系统的开环极点有两个,分别由时间延迟和被控对象引入,由时间延迟引入的极点位于原点处,由被控对象引入的极点位于 There are two open-loop poles in the current control system, which are respectively introduced by the time delay and the controlled object. The pole introduced by the time delay is located at the origin, and the pole introduced by the controlled object is located at the origin.
选择由积分器引入的两个复数极点作为主导极点,最后一个实极点保持不动,并由一个零点与之相互抵消;期望的四个极点分别设置为0,和 The two complex poles introduced by the integrator are chosen as the dominant poles, and the last real pole remains fixed and canceled by a zero; the desired four poles are set to 0, respectively, and
一个零点设置为消除实数极点,电流控制器前馈系数由这个零点确定;主导极点为电流控制器引入的一对复极点,其位置由电流控制闭环系统的设计要求确定。A zero is set to The real number pole is eliminated, and the feedforward coefficient of the current controller is determined by this zero point; the dominant pole is a pair of complex poles introduced by the current controller, and its position is determined by the design requirements of the current control closed-loop system.
进一步地,所述方法还包括:Further, the method also includes:
电流控制器增益可以写成关于电流控制系统自身参数以及配置好的闭环零极点的解析式,基于此,电流控制器可进行参数自整定。The gain of the current controller can be written as an analytical formula about the parameters of the current control system and the configured closed-loop zero-pole. Based on this, the current controller can perform parameter self-tuning.
本发明提供的技术方案的有益效果是:The beneficial effects of the technical scheme provided by the present invention are:
1、本方法充分考虑了数字控制系统中存在的采样、延时和PWM的零阶保持特性,与现有技术中的连续设计方法相比,提高了电流闭环系统的稳定性和控制精度;1. This method fully considers the sampling, delay and zero-order hold characteristics of PWM existing in the digital control system. Compared with the continuous design method in the prior art, the stability and control accuracy of the current closed-loop system are improved;
2、本方法中期望的电流闭环系统的动态性能可以通过配置相应的闭环零极点直接得到;2. The desired dynamic performance of the current closed-loop system in this method can be directly obtained by configuring the corresponding closed-loop poles and zeros;
3、本方法中的电流控制器系数可以在线计算,在被控对象参数发生变化时,该电流闭环系统可以重新计算控制器参数,具有更高的自适应性。3. The current controller coefficients in this method can be calculated online, and when the parameters of the controlled object change, the current closed-loop system can recalculate the controller parameters, which has higher adaptability.
附图说明Description of drawings
图1为带积分器的状态反馈控制框图;Fig. 1 is a state feedback control block diagram with an integrator;
图中,ω0为电流给定的角频率,Ts为采样周期,为反电动势的估计值。电流实际值和电流给定的误差作为积分器的输入,积分器的输出由积分状态XI和积分增益KI共同确定。电流控制器的输出包含了积分器输出、给定的前馈、电流闭环系统状态的反馈和干扰的估计值。In the figure, ω 0 is the angular frequency given by the current, T s is the sampling period, is the estimated value of the back EMF. The current actual value and the error given by the current are used as the input of the integrator, and the output of the integrator is jointly determined by the integration state X I and the integration gain K I. The output of the current controller contains the integrator output, the given feedforward, the feedback of the current closed-loop system state, and an estimate of the disturbance.
图2为电流闭环系统框图;Figure 2 is a block diagram of a current closed-loop system;
其中,图中灰色背景表示电流环实际系统,白色背景表示数字控制器。表示反电动势的估计值,系数T表示2cos(ω0Ts)。电流控制器的输出经过限幅和延时作为调制环节的输入。1/KNx表示电流控制器抑制积分饱和策略的反计算增益。Among them, the gray background in the figure represents the actual system of the current loop, and the white background represents the digital controller. represents the estimated value of the back EMF, and the coefficient T represents 2cos(ω 0 T s ). The output of the current controller is limited and delayed as the input of the modulation link. 1/KN x represents the inverse calculation gain of the current controller to suppress the integral saturation strategy.
图3为开环零极点分布示意图;Figure 3 is a schematic diagram of the open-loop zero-pole distribution;
其中,图中极点用‘×’表示,零点用‘○’表示。Among them, the poles in the figure are represented by '×', and the zeros are represented by '○'.
图4为闭环零极点分布示意图;Figure 4 is a schematic diagram of closed-loop zero-pole distribution;
其中,图中极点用‘×’表示,零点用‘○’表示。Among them, the poles in the figure are represented by '×', and the zeros are represented by '○'.
图5为电流环比例谐振控制器参数在线计算流程图。Fig. 5 is the flow chart of the online calculation of the parameters of the current loop proportional resonance controller.
具体实施方式Detailed ways
为使本发明的目的、技术方案和优点更加清楚,下面对本发明实施方式作进一步地详细描述。In order to make the objectives, technical solutions and advantages of the present invention clearer, the embodiments of the present invention are further described in detail below.
在电流控制器的设计过程中,用延时环节等效PWM零阶保持特性的方法,无法准确反映数字控制系统的离散特性。控制性能的优劣还取决于离散化方法的选择。为了克服以上弊端,本发明实施例提出一种永磁电机比例谐振控制器离散化设计方法。In the design process of the current controller, the method of the equivalent PWM zero-order holding characteristic of the delay link cannot accurately reflect the discrete characteristic of the digital control system. The quality of control performance also depends on the choice of discretization method. In order to overcome the above drawbacks, an embodiment of the present invention proposes a discrete design method for a proportional resonance controller of a permanent magnet motor.
实施例1Example 1
一种永磁电机比例谐振控制器离散化设计方法,参见图1,该方法包括以下步骤:A discretized design method for a proportional resonance controller of a permanent magnet motor, see Figure 1, the method includes the following steps:
101:建立永磁电机电流环的连续模型;101: Establish a continuous model of the current loop of the permanent magnet motor;
102:考虑到数字控制系统中存在的采样和PWM的零阶保持特性,将电机电流环的连续模型离散化,得到离散模型;102: Considering the sampling and zero-order hold characteristics of PWM existing in the digital control system, discretize the continuous model of the motor current loop to obtain a discrete model;
103:在同步采样方式下,控制器的输出存在一个采样周期的延时,为了将一个采样周期的延时包含在离散模型中,扩张状态空间表达式,得到电流控制系统开环模型;103: In the synchronous sampling mode, the output of the controller has a delay of one sampling period. In order to include the delay of one sampling period in the discrete model, the state space expression is expanded to obtain an open-loop model of the current control system;
104:引入积分器消除稳态误差,结合状态反馈控制结构推导出电流控制系统闭环模型;104: Introduce an integrator to eliminate the steady-state error, and derive a closed-loop model of the current control system combined with the state feedback control structure;
105:确定电流控制闭环系统期望的零极点,利用直接零极点配置法进行电流控制器参数整定,根据参数整定方法确定电流控制器参数在线计算方法,以满足电流控制器参数在线计算的需求。105: Determine the expected zero-pole point of the current control closed-loop system, use the direct zero-pole configuration method to set the parameters of the current controller, and determine the online calculation method of the current controller parameters according to the parameter setting method, so as to meet the needs of the online calculation of the current controller parameters.
综上所述,本发明实施例通过上述步骤101-步骤105考虑了数字控制系统中存在的采样、延时和PWM的零阶保持特性,利用直接极点配置法对电流控制器进行参数整定,提高了电机电流环控制系统的稳定性和控制精度。To sum up, in the embodiment of the present invention, the sampling, delay and zero-order hold characteristics of PWM existing in the digital control system are considered through the above steps 101 to 105, and the direct pole configuration method is used to adjust the parameters of the current controller, so as to improve the performance of the current controller. The stability and control accuracy of the motor current loop control system are improved.
实施例2Example 2
下面结合具体的计算公式、实例对实施例1中的方案进行进一步地介绍,详见下文描述:The scheme in
一、比例谐振控制器离散化设计方法1. Discrete design method of proportional resonant controller
不同于同步旋转坐标系下的直流电流分量,两相静止坐标系下定子电流在αβ轴分量依然为交流量。为了实现电流的无静差控制,电流控制器需要对指定频率的交流信号提供无穷大增益,因此选用比例谐振控制器作为电流控制器。此外,为了简化设计过程,该电流控制器的设计均采用复矢量进行分析,复数、矩阵和矢量均采用粗体表示。Different from the direct current component in the synchronous rotating coordinate system, the stator current in the αβ axis component in the two-phase stationary coordinate system is still the alternating current. In order to realize the static-free control of the current, the current controller needs to provide infinite gain to the AC signal of the specified frequency, so the proportional resonance controller is selected as the current controller. In addition, in order to simplify the design process, the design of this current controller is analyzed using complex vectors, and complex numbers, matrices and vectors are all represented in bold.
1、建立电流环连续模型1. Establish a continuous model of the current loop
作为研究永磁电机电流环离散模型的基础,首先建立两相静止αβ系下电流环的连续数学模型。用Rf、Lf分别表示永磁电机定子电阻和同步电感,视这两个物理量为研究永磁电机电流环的被控对象。定子电流矢量和定子电压矢量分别用i和uc表示。将感应电动势视作干扰,并用ue表示。感应电动势可以通过观测器或其他方式获得,本发明实施例不对其估计方式进行讨论。As the basis for studying the discrete model of the current loop of the permanent magnet motor, the continuous mathematical model of the current loop in the two-phase stationary αβ system is established first. The stator resistance and synchronous inductance of the permanent magnet motor are represented by R f and L f respectively, and these two physical quantities are regarded as the controlled objects of the current loop of the permanent magnet motor. The stator current vector and stator voltage vector are denoted by i and uc , respectively. The induced electromotive force is regarded as disturbance and represented by ue . The induced electromotive force may be obtained by an observer or other methods, and the estimation method thereof is not discussed in this embodiment of the present invention.
利用状态微分方程和输出方程,永磁电机电流环的动态特性可以表示为:Using the state differential equation and the output equation, the dynamic characteristics of the permanent magnet motor current loop can be expressed as:
i=xi=x
式中,i=iα+jiβ,uc=ucα+jucβ,ue=ueα+jueβ。In the formula, i=i α +ji β , u c =u cα +ju cβ , ue =u eα +ju eβ .
其中,x为连续的电流环系统的状态变量;iα为定子电流矢量i在α轴上的分量;iβ为定子电流矢量i在β轴上的分量;j为虚数单位;ucα为定子电压矢量uc在α轴上的分量;ucβ为定子电压矢量uc在β轴上的分量;ueα为感应电动势ue在α轴上的分量;ueβ为感应电动势ue在β轴上的分量。Among them, x is the state variable of the continuous current loop system; i α is the component of the stator current vector i on the α axis; i β is the component of the stator current vector i on the β axis; j is the imaginary unit; u cα is the stator The component of the voltage vector u c on the α-axis; u cβ is the component of the stator voltage vector u c on the β-axis; u eα is the component of the induced electromotive force ue on the α-axis ; u eβ is the induced electromotive force u e on the β-axis on the quantity.
2、建立电流环离散模型2. Establish a discrete model of the current loop
为了减小电磁干扰对采样的影响,数字控制系统的采样需要和PWM保持同步。采用single-update(单采样)PWM时,采样频率和逆变器开关频率保持一致,而采用double-update(双采样)PWM时,采样频率为逆变器开关频率的2倍。In order to reduce the influence of electromagnetic interference on sampling, the sampling of digital control system needs to be synchronized with PWM. When using single-update (single-sampling) PWM, the sampling frequency is consistent with the switching frequency of the inverter, while when using double-update (double-sampling) PWM, the sampling frequency is twice the switching frequency of the inverter.
在设计控制器的过程中,可以将PWM等效为零阶保持环节,这意味着逆变器输出的平均电压在一个采样周期内保持不变。电流采样值i(k)和调制环节的电压输入uc(k)的关系可以由式(1)离散化后得到,离散的状态空间表达式为:In the process of designing the controller, the PWM can be equivalent to a zero-order hold link, which means that the average voltage output by the inverter remains unchanged within a sampling period. The relationship between the current sampling value i(k) and the voltage input u c (k) of the modulation link can be obtained by discretizing equation (1). The discrete state space expression is:
式中, In the formula,
其中,η为积分变量;x(k)为离散的电流环系统的状态变量;ue(k)为离散的电流环系统中感应电动势ue的采样值。Among them, η is the integral variable; x(k) is the state variable of the discrete current loop system; ue (k) is the sampling value of the induced electromotive force ue in the discrete current loop system.
在同步采样方式下,控制器的输出存在一个采样周期的延时,即kTs时刻计算得到的控制量需经过一个采样周期的延时,在(k+1)Ts时刻作为指令执行环节的电压输入。可以将延时表示为:In the synchronous sampling mode, the output of the controller has a delay of one sampling period, that is, the control quantity calculated at kT s needs to go through a delay of one sampling period, and at (k+1)T s is used as the command execution link. voltage input. The delay can be expressed as:
uc(k+1)=u(k) (3)u c (k+1)=u(k) (3)
结合式(2)、(3),将延时包含在状态空间表达式中,得到电流环控制系统开环模型:Combined with equations (2) and (3), the delay is included in the state space expression, and the open-loop model of the current loop control system is obtained:
其中,xd(k)是新的状态变量矩阵、Φd、Γcd、Γed以及Hd均用于表示电流环开环控制系统的参数矩阵。Among them, x d (k) is the new state variable matrix, and Φ d , Γ cd , Γ ed and H d are all used to represent the parameter matrix of the current-loop open-loop control system.
3、电流控制器设计3. Design of current controller
为了消除稳态误差,在状态反馈控制中加入包含积分器的反馈通道,相应的控制结构和积分器形式如图1所示。此时,积分的引入增加了两个积分状态xI1(k)和xI2(k),对应的差分方程可以表示为:In order to eliminate the steady-state error, a feedback channel including an integrator is added to the state feedback control. The corresponding control structure and integrator form are shown in Figure 1. At this time, the introduction of integral adds two integral states x I1 (k) and x I2 (k), and the corresponding difference equation can be expressed as:
xI1(k+1)=xI2(k) (5)x I1 (k+1)=x I2 (k) (5)
xI2(k+1)=-xI1(k)+2cos(ω0Ts)xI2(k)+Hdxd(k)-iref(k) (6)x I2 (k+1)=-x I1 (k)+2cos(ω 0 T s )x I2 (k)+H d x d (k)-i ref (k) (6)
其中,iref(k)为给定电流采样值;ω0为给定电流的角频率。Among them, i ref (k) is the sampling value of the given current; ω 0 is the angular frequency of the given current.
为了便于表示,引入T:For ease of representation, T is introduced:
T=2cos(ω0Ts) (7)T=2cos(ω 0 T s ) (7)
结合式(4)~(7),将积分状态加入模型,得到扩张状态后的表达式为:Combined with equations (4) to (7), the integral state is added to the model, and the expression after the expansion state is obtained is:
其中,xa(k)是扩张后的状态变量矩阵、Φa、Γca、Γra以及Γea均用于表示扩张后的参数矩阵。Among them, x a (k) is the expanded state variable matrix, and Φ a , Γ ca , Γ ra and Γ ea are used to represent the expanded parameter matrix.
由状态反馈控制结构可以得到控制律为:From the state feedback control structure, the control law can be obtained as:
其中,Ka用于表示扩张状态后的状态反馈增益矩阵;KNx为给定前馈增益。Among them, Ka is used to represent the state feedback gain matrix after the expanded state; KN x is the given feedforward gain.
式中,积分状态xI(k)=[xI1(k) xI2(k)]T,In the formula, the integral state x I (k) = [x I1 (k) x I2 (k)] T ,
加入积分状态前的原状态反馈增益K=[k1 k2],积分状态增益KI=[kI1 kI2]。The original state feedback gain K=[k 1 k 2 ] before adding the integral state, and the integral state gain K I =[k I1 k I2 ].
其中,xI1(k)、xI2(k)为积分器引入的两个积分状态;k1、k2分别为原状态x(k)和uc(k)的增益;kI1、kI2分别为两个积分状态xI1(k)和xI2(k)的增益。Among them, x I1 (k) and x I2 (k) are the two integration states introduced by the integrator; k 1 and k 2 are the gains of the original states x(k) and uc (k) respectively; k I1 and k I2 are the gains for the two integration states x I1 (k) and x I2 (k), respectively.
结合式(8)和式(9),电流控制系统闭环模型可以表示为:Combining equations (8) and (9), the closed-loop model of the current control system can be expressed as:
式中,输出矩阵Ha=[1 0 0 0]。In the formula, the output matrix H a =[1 0 0 0].
因为逆变器的实际输出能力有限,所以电流控制器需要有输出限幅和抑制积分饱和策略,结构如图2所示。抑制积分饱和策略采用反计算方法,反计算通道的系数选为前馈系数的倒数。Because the actual output capability of the inverter is limited, the current controller needs to have the strategy of output limiting and suppressing integral saturation. The structure is shown in Figure 2. The strategy of suppressing integral saturation adopts the inverse calculation method, and the coefficient of the inverse calculation channel is selected as the reciprocal of the feedforward coefficient.
至此,基于状态空间的电流环比例谐振控制器的离散化设计过程已阐述完毕。So far, the discrete design process of the state space-based current loop proportional resonant controller has been described.
二、控制器参数整定方法Second, the controller parameter setting method
一阶闭环系统输入直流信号时,动态性能是已知的。此时,阶跃输入下电流调节的时间直接由系统的带宽αc决定。为了在正弦输入下获得与之类似的瞬态性能,利用直接零极点配置进行参数整定。When a first-order closed-loop system is input with a DC signal, the dynamic performance is known. At this time, the time of current regulation under the step input is directly determined by the bandwidth α c of the system. In order to obtain similar transient performance with sinusoidal inputs, a direct zero-pole configuration is used for parameter tuning.
该电流控制系统的开环极点有两个,分别由时间延迟和被控对象引入。由时间延迟引入的极点位于原点处,由被控对象引入的极点位于如图3所示。在电流控制闭环系统中,由于积分器额外引入两个极点,闭环极点有四个。来自延时的极点已经处在最佳位置,因此保持不动。为了达到期望的瞬态过程,选择由积分器引入的两个复数极点作为主导极点。最后一个实极点保持不动,并由一个零点与之相互抵消。期望的四个极点分别设置为0,和 There are two open-loop poles of the current control system, which are introduced by the time delay and the controlled object respectively. The pole introduced by the time delay is at the origin and the pole introduced by the plant is at As shown in Figure 3. In a current-controlled closed-loop system, there are four closed-loop poles due to the two additional poles introduced by the integrator. The pole from the delay is already in the sweet spot, so it stays put. To achieve the desired transient process, the two complex poles introduced by the integrator are chosen as the dominant poles. The last real pole remains stationary and is canceled by a zero. The desired four poles are set to 0, respectively, and
与闭环极点一样,由参考前馈引入的两个闭环零点应合理放置。其中一个零点设置为消除实数极点。此时,主导极点为电流控制器引入的一对复极点,其位置由电流控制闭环系统的设计要求确定,如图4所示。电流控制器增益可以写成关于电流控制系统自身参数以及配置好的闭环零极点的解析式,基于此,电流控制器可进行参数自整定。As with the closed-loop poles, the two closed-loop zeros introduced by the reference feedforward should be placed reasonably. One of the zeros is set to Eliminate the real poles. At this time, the dominant pole is a pair of complex poles introduced by the current controller, and its position is determined by the design requirements of the current control closed-loop system, as shown in Figure 4. The gain of the current controller can be written as an analytical formula about the parameters of the current control system and the configured closed-loop zero-pole. Based on this, the current controller can perform parameter self-tuning.
三、控制器参数在线计算方法3. Online calculation method of controller parameters
电机控制系统有调速的需求,而电流的频率会跟随转速发生变化,为了实现电流无静差跟踪,电流环离散化比例谐振控制器的参数必须能够在线计算。为了减少计算负担,离线计算过程中的矩阵运算需要转换成数值运算。现将方法总结如下:The motor control system needs speed regulation, and the frequency of the current will change with the speed. In order to realize the current tracking without static error, the parameters of the current loop discretized proportional resonant controller must be able to be calculated online. In order to reduce the computational burden, the matrix operations in the offline calculation process need to be converted into numerical operations. The method is summarized as follows:
离散化后状态空间表达式系数的近似计算方法如下:The approximate calculation method of the state space expression coefficient after discretization is as follows:
式中,F表示系数-Rf/Lf,N表示近似计算的阶数。In the formula, F represents the coefficient -R f /L f , and N represents the order of the approximate calculation.
由式(11)、(12)和(13)可以近似求得φ和τc。φ and τ c can be approximately obtained from equations (11), (12) and (13).
电流控制系统期望的特征多项式为:The characteristic polynomial expected for the current control system is:
a(z)=z(z-α1)(z-α2)(z-α3) (14)a(z)=z(z-α 1 )(z-α 2 )(z-α 3 ) (14)
其中,z为z变换算子;α1、α2和α3为除原点处之外其他三个期望的闭环极点。Among them, z is the z-transform operator; α 1 , α 2 and α 3 are the other three desired closed-loop poles except at the origin.
为了计算控制器参数,将期望的特征多项式(14)表示成:To calculate the controller parameters, the desired characteristic polynomial (14) is expressed as:
a(z)=z4+a3z3+a2z2+a1z+a0 (15)a(z)=z 4 +a 3 z 3 +a 2 z 2 +a 1 z+a 0 (15)
其中,a0、a1、a2以及a3为特征多项式系数。Among them, a 0 , a 1 , a 2 and a 3 are characteristic polynomial coefficients.
根据式(14)和(15)可以得到特征多项式系数和期望的闭环极点间的关系:According to equations (14) and (15), the relationship between the characteristic polynomial coefficients and the desired closed-loop poles can be obtained:
由电流控制系统闭环模型(10)得到特征多项式为:The characteristic polynomial obtained from the current control system closed-loop model (10) is:
其中,det表示取矩阵的行列式;I为四维单位矩阵。Among them, det represents the determinant of the matrix; I is a four-dimensional unit matrix.
结合式(16)、(17),将多项式系数用矩阵表示:Combined with equations (16) and (17), the polynomial coefficients are represented by a matrix:
其中,M和W均用于表示相应的矩阵。Among them, M and W are used to represent the corresponding matrix.
为了便于计算,将式(18)表示为:For the convenience of calculation, formula (18) is expressed as:
其中,m11……m44对应表示式(18)中矩阵M内的各个元素;w1……w4对应表示式(18)中矩阵W内的各个元素。Wherein, m 11 ...... m 44 correspond to each element in the matrix M in the expression (18); w 1 ...... w 4 correspond to each element in the matrix W in the expression (18).
式(19)表明,状态反馈增益Ka可以通过矩阵运算得到。但是为了将矩阵运算转变为数值运算,首先将矩阵M分解为下三角矩阵L和上三角矩阵U的乘积:Equation (19) shows that the state feedback gain Ka can be obtained by matrix operation. But in order to convert matrix operations into numerical operations, first decompose the matrix M into the product of the lower triangular matrix L and the upper triangular matrix U:
其中,l21……l43为分解后下三角矩阵包含的除对角元素以外的非零元素;u11……u44为分解后上三角矩阵包含的非零元素。Among them, l 21 ...... l 43 are the non-zero elements except the diagonal elements contained in the lower triangular matrix after decomposition; u 11 ...... u 44 are the non-zero elements contained in the upper triangular matrix after decomposition.
式中,下三角矩阵L和上三角矩阵U中的元素为:In the formula, the elements in the lower triangular matrix L and the upper triangular matrix U are:
结合式(20)、(21)和(22),可以计算得到矩阵L和矩阵U的各元素。由式(19)、(20)得到等式LUKa=W成立。Combining equations (20), (21) and (22), the elements of the matrix L and the matrix U can be calculated. From equations (19) and (20), the equation LUK a =W holds.
令UKa=C,得到LC=W,易得C=L-1W,令C=[c1 c2 c3 c4]T,矩阵C各元素可以表示为:Let UK a =C, get LC=W, easily get C=L -1 W, let C=[c 1 c 2 c 3 c 4 ] T , each element of matrix C can be expressed as:
已知UKa=C,易得Ka=U-1C,结合式(21)、(22)和(23)可以推导得到矩阵Ka的各元素:Knowing that UK a = C, it is easy to obtain Ka = U -1 C. Combining equations (21), (22) and (23), the elements of matrix Ka can be derived:
由电流控制系统闭环模型(10)得到零点多项式为:The zero-point polynomial obtained from the current control system closed-loop model (10) is:
b(z)=τc{KNxz2-(KNxT-kI2)z+KNx+kI1} (25)b(z)=τ c {KN x z 2 -(KN x Tk I2 )z+KN x +k I1 } (25)
零点多项式中的未知系数仅有前馈系数KNx。The only unknown coefficients in the zero point polynomial are the feedforward coefficients KN x .
为了确定前馈系数,首先需要确定闭环零点的位置。在设计控制器时,将闭环零点和负载引入的极点相消,所以闭环零点和负载引入的极点位置相同。此时,前馈系数由负载引入的极点确定,若负载引入的极点为β,得到前馈系数为:In order to determine the feedforward coefficient, it is first necessary to determine the position of the closed loop zero. When designing the controller, the closed-loop zero and the pole introduced by the load are cancelled, so the position of the closed-loop zero and the pole introduced by the load is the same. At this time, the feedforward coefficient is determined by the pole introduced by the load. If the pole introduced by the load is β, the feedforward coefficient is obtained as:
KNx=-(kI1+kI2β)/(β2-Tβ+1) (26)KN x =-(k I1 +k I2 β)/(β 2 -Tβ+1) (26)
至此,电流控制器系数的在线计算方法已阐述完毕,计算流程如图5所示。So far, the online calculation method of the current controller coefficient has been explained, and the calculation process is shown in Figure 5.
电流比例谐振控制器参数在线计算流程描述如下:The online calculation process of current proportional resonant controller parameters is described as follows:
开始时启动逆变器,确定表贴式永磁电机的定子电阻Rf和同步电感Lf,然后根据式(11)~(13)给出的近似数值运算方法计算电流环对应的离散状态空间表达式的系数φ和τc。接着,根据式(18)~(22)计算系数中间变量的值。此后,按照设计需求确定期望的闭环极点的位置,并根据式(18)和(19)计算矩阵W。得到中间变量和矩阵W后,根据式(23)和(24)计算矩阵Ka,即得到原状态的反馈增益k1、k2和积分状态增益kI1、kI2。根据设计要求以及闭环极点的位置确定闭环零点的位置,代入式(26)可计算出前馈系数KNx,至此得到控制器的全部参数。若是现场工况或其他不确定因素导致永磁电机电流环连续模型发生改变,则需要回到确定电机定子电阻与同步电感的步骤,确定新值后根据原流程继续计算。若是模型未变,则判定电机给定速度是否变化,若电机给定速度变化则回到确定闭环极点位置这一步,并根据原流程继续计算,若给定速度没有变化则循环判断模型与给定速度是否发生变化,直到变化发生,执行相应的动作。Start the inverter at the beginning, determine the stator resistance R f and synchronous inductance L f of the surface-mounted permanent magnet motor, and then calculate the discrete state space corresponding to the current loop according to the approximate numerical operation method given by equations (11) to (13). The coefficients φ and τ c of the expression. Next, the value of the coefficient intermediate variable is calculated according to equations (18) to (22). After that, the positions of the desired closed-loop poles are determined according to the design requirements, and the matrix W is calculated according to equations (18) and (19). After obtaining the intermediate variable and matrix W, the matrix Ka is calculated according to equations (23) and (24), that is, the feedback gains k 1 and k 2 of the original state and the integral state gains k I1 and k I2 are obtained. Determine the position of the closed-loop zero point according to the design requirements and the position of the closed-loop pole. Substitute into formula (26) to calculate the feedforward coefficient KN x , and thus obtain all the parameters of the controller. If the on-site working conditions or other uncertain factors cause the continuous model of the permanent magnet motor current loop to change, it is necessary to return to the step of determining the stator resistance and synchronous inductance of the motor, and continue the calculation according to the original process after determining the new value. If the model does not change, determine whether the given speed of the motor has changed. If the given speed of the motor changes, go back to the step of determining the closed-loop pole position, and continue the calculation according to the original process. Whether the speed changes, until the change occurs, perform the corresponding action.
本发明实施例对各器件的型号除做特殊说明的以外,其他器件的型号不做限制,只要能完成上述功能的器件均可。In the embodiment of the present invention, the models of each device are not limited unless otherwise specified, as long as the device can perform the above functions.
本领域技术人员可以理解附图只是一个优选实施例的示意图,上述本发明实施例序号仅仅为了描述,不代表实施例的优劣。Those skilled in the art can understand that the accompanying drawing is only a schematic diagram of a preferred embodiment, and the above-mentioned serial numbers of the embodiments of the present invention are only for description, and do not represent the advantages or disadvantages of the embodiments.
以上所述仅为本发明的较佳实施例,并不用以限制本发明,凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above are only preferred embodiments of the present invention and are not intended to limit the present invention. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included in the protection of the present invention. within the range.
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Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2012161143A (en) * | 2011-01-31 | 2012-08-23 | Toshiba Schneider Inverter Corp | Control device for permanent magnet synchronous motor |
CN104811115A (en) * | 2015-04-15 | 2015-07-29 | 哈尔滨工业大学 | Quasi-proportional resonance control-based permanent magnet synchronous motor parameter identification system and method |
CN105656362A (en) * | 2014-11-13 | 2016-06-08 | 沈阳高精数控智能技术股份有限公司 | Anti-interference permanent magnetic synchronous motor electric current loop control method |
CN106160613A (en) * | 2016-08-05 | 2016-11-23 | 北方工业大学 | A kind of method for designing of discrete domain rheonome |
CN107017817A (en) * | 2017-06-06 | 2017-08-04 | 河北工业大学 | A kind of high speed IPM synchronous motor current decoupling control method |
-
2018
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Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2012161143A (en) * | 2011-01-31 | 2012-08-23 | Toshiba Schneider Inverter Corp | Control device for permanent magnet synchronous motor |
CN105656362A (en) * | 2014-11-13 | 2016-06-08 | 沈阳高精数控智能技术股份有限公司 | Anti-interference permanent magnetic synchronous motor electric current loop control method |
CN104811115A (en) * | 2015-04-15 | 2015-07-29 | 哈尔滨工业大学 | Quasi-proportional resonance control-based permanent magnet synchronous motor parameter identification system and method |
CN106160613A (en) * | 2016-08-05 | 2016-11-23 | 北方工业大学 | A kind of method for designing of discrete domain rheonome |
CN107017817A (en) * | 2017-06-06 | 2017-08-04 | 河北工业大学 | A kind of high speed IPM synchronous motor current decoupling control method |
Non-Patent Citations (1)
Title |
---|
《基于根轨迹法的单相PWM整流器比例-谐振电流调节器设计》;王剑等;《电工技术学报》;20120930;第27卷(第9期);全文 * |
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